exercise

exercise for nndl

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anaconda3 https://mirrors.tuna.tsinghua.edu.cn/anaconda/archive/ tensorflow 2.0 pytorch >0.4

Exercise

1. warmup

numpyPythonnumpy

2. Linear Regression

3.

  1. support vector machine
  2. Softmax Softmax Regression

4. Simple Neural Network

numpy

5. Convolutional Neural Network (CNN)

MNIST

6. Recurrent Neural Network (RNN)

7. Attention Mechanism

  1. sequence to sequence
  2. attentive sequence to sequence

11. Gaussian Mixture Model

12. Restricted Boltzmann Machine (RBM)

Restricted Boltzmann Machine, RBMMNIST

14. Deep Reinforcement Learning